diff --git a/marshalparser/marshalparser.py b/marshalparser/marshalparser.py index 136cc40..648f557 100644 --- a/marshalparser/marshalparser.py +++ b/marshalparser/marshalparser.py @@ -53,6 +53,7 @@ def parse(self): self.references = [] # references to existing objects with FLAG_REF self.flag_refs = [] # objects with FLAG_REF on self.output = "" + self.statistics = "" self.indent = 0 self.read_object() @@ -122,6 +123,7 @@ def read_object(self): elif type in ("TYPE_INT"): result = self.read_long() + self.statistics += f"{type},{result}\n" elif type in ( "TYPE_STRING", @@ -131,6 +133,7 @@ def read_object(self): "TYPE_ASCII_INTERNED", ): result = self.read_string() + self.statistics += f"TYPE_TEXT,{len(result)}\n" elif type == "TYPE_SMALL_TUPLE": # small tuple — size is only one byte @@ -140,6 +143,7 @@ def read_object(self): for x in range(size): result.append(self.read_object()) result = tuple(result) + self.statistics += f"{type},{size}\n" elif type in ("TYPE_TUPLE", "TYPE_LIST", "TYPE_SET", "TYPE_FROZENSET"): # regular tuple, list, set, frozenset @@ -175,12 +179,14 @@ def read_object(self): elif type in ("TYPE_SHORT_ASCII_INTERNED", "TYPE_SHORT_ASCII"): result = self.read_string(short=True) + self.statistics += f"{type},{len(result)}\n" elif type == "TYPE_REF": index = self.read_long() self.references.append(Reference(byte=i, index=index)) self.flag_refs[index].usages += 1 result = f"REF to {index}: " + str(self.flag_refs[index]) + self.statistics += f"{type},{index}\n" elif type == "TYPE_BINARY_FLOAT": result = bytes_to_float(self.read_bytes(count=8)) @@ -264,6 +270,8 @@ def read_codeobject(self): nlocals = self.read_long() stacksize = self.read_long() flags = self.read_long() + for name in "argcount", "posonlyargcount", "kwonlyargcount", "nlocals", "stacksize", "flags": + self.statistics += f"{'TYPE_CODE_' + name},{locals()[name]}\n" code = self.read_object() consts = self.read_object() names = self.read_object() @@ -340,6 +348,14 @@ def main(): default=False, help="Print human-readable parser output", ) + parser.add_argument( + "-s", + "--statistics", + action="store_true", + dest="statistics", + default=False, + help="Print statistics about different types", + ) parser.add_argument( "-u", "--unused", @@ -373,6 +389,8 @@ def main(): parser.parse() if args.print: print(parser.output) + if args.statistics: + print(parser.statistics) if args.unused: unused = parser.unused_ref_flags() if unused: diff --git a/stats/analysis.ipynb b/stats/analysis.ipynb new file mode 100644 index 0000000..a92827d --- /dev/null +++ b/stats/analysis.ipynb @@ -0,0 +1,1620 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "PERCENTILES = [x/10 for x in range(10)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Types count\n", + "\n", + "```bash\n", + "rm stats/types.list\n", + "\n", + "for pyc in `rpm -ql python3-libs | grep \"39.pyc$\"`; do\n", + " python -m marshalparser -p $pyc | grep -E \"^ +n=\" | sed \"s/.* \\(TYPE_.*\\) .*/\\1/\" >> stats/types.list;\n", + "done\n", + "cd stats\n", + "cat types.list | sort | uniq -c | sort -nr | awk '{print $2 \",\" $1}' > types.csv\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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typecount
0TYPE_REF194445
1TYPE_SHORT_ASCII_INTERNED71768
2TYPE_SMALL_TUPLE42742
3TYPE_STRING32805
4TYPE_SHORT_ASCII30899
5TYPE_CODE15886
6TYPE_NONE12532
7TYPE_INT5748
8TYPE_ASCII1820
9TYPE_UNICODE1658
10TYPE_FALSE1552
11TYPE_TRUE1437
12TYPE_BINARY_FLOAT178
13TYPE_FROZENSET57
14TYPE_LONG50
15TYPE_TUPLE16
16TYPE_ELLIPSIS10
17TYPE_BINARY_COMPLEX1
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" + ], + "text/plain": [ + " type count\n", + "0 TYPE_REF 194445\n", + "1 TYPE_SHORT_ASCII_INTERNED 71768\n", + "2 TYPE_SMALL_TUPLE 42742\n", + "3 TYPE_STRING 32805\n", + "4 TYPE_SHORT_ASCII 30899\n", + "5 TYPE_CODE 15886\n", + "6 TYPE_NONE 12532\n", + "7 TYPE_INT 5748\n", + "8 TYPE_ASCII 1820\n", + "9 TYPE_UNICODE 1658\n", + "10 TYPE_FALSE 1552\n", + "11 TYPE_TRUE 1437\n", + "12 TYPE_BINARY_FLOAT 178\n", + "13 TYPE_FROZENSET 57\n", + "14 TYPE_LONG 50\n", + "15 TYPE_TUPLE 16\n", + "16 TYPE_ELLIPSIS 10\n", + "17 TYPE_BINARY_COMPLEX 1" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "types = pd.read_csv(\"types.csv\", names=[\"type\", \"count\"])\n", + "types" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ], + "text/plain": [ + " type value\n", + "0 TYPE_CODE_argcount 0\n", + "1 TYPE_CODE_posonlyargcount 0\n", + "2 TYPE_CODE_kwonlyargcount 0\n", + "3 TYPE_CODE_nlocals 0\n", + "4 TYPE_CODE_stacksize 4" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats = pd.read_csv(\"statistics.csv\", names=[\"type\", \"value\"])\n", + "stats.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TYPE_REF\n", + "\n", + "`TYPE_REF` currently has 4 bytes to store an index of an item ti referrences to. How many bytes/how big these indexes really are?\n", + "\n", + "> In Fedora, we are already removing unused REF flags (the 7th bit) to make pyc files more reproducible so the numbers might be higher on other systems." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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194445 rows × 2 columns

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" + ], + "text/plain": [ + " type value\n", + "108028 TYPE_REF 970\n", + "107991 TYPE_REF 969\n", + "108080 TYPE_REF 969\n", + "107980 TYPE_REF 965\n", + "108075 TYPE_REF 964\n", + "... ... ...\n", + "31922 TYPE_REF 1\n", + "31867 TYPE_REF 1\n", + "31840 TYPE_REF 1\n", + "372232 TYPE_REF 1\n", + "143075 TYPE_REF 1\n", + "\n", + "[194445 rows x 2 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ref = stats[stats.type == \"TYPE_REF\"]\n", + "ref.sort_values(by=\"value\", ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
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" + ], + "text/plain": [ + " value\n", + "count 194445.000000\n", + "mean 87.152773\n", + "std 103.236681\n", + "min 1.000000\n", + "0% 1.000000\n", + "10% 10.000000\n", + "20% 16.000000\n", + "30% 23.000000\n", + "40% 32.000000\n", + "50% 46.000000\n", + "60% 66.000000\n", + "70% 95.000000\n", + "80% 143.000000\n", + "90% 228.000000\n", + "max 970.000000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ref.describe(percentiles=PERCENTILES)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The highest index used in Python stdlib is 970 which is more than we can store in one byte but way less than 65536 we can store in two bytes. Also, 90 % of indexes are lower than 228.\n", + "\n", + "In total, we can save 194445 * 2 = 388890 bytes\n", + "\n", + "## TYPE_SHORT_ASCII[_INTERNED]\n", + "\n", + "Short ASCII types use one byte to store their size so I don't expect a big room for improvements here." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " type value\n", + "8 TYPE_SHORT_ASCII_INTERNED 13\n", + "9 TYPE_SHORT_ASCII_INTERNED 10\n", + "10 TYPE_SHORT_ASCII_INTERNED 8\n", + "11 TYPE_SHORT_ASCII_INTERNED 15\n", + "12 TYPE_SHORT_ASCII_INTERNED 14" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "short_ascii = stats[stats.type.str.startswith(\"TYPE_SHORT_ASCII\")]\n", + "short_ascii.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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102667 rows × 2 columns

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" + ], + "text/plain": [ + " type value\n", + "143771 TYPE_SHORT_ASCII 255\n", + "384840 TYPE_SHORT_ASCII 255\n", + "382264 TYPE_SHORT_ASCII 255\n", + "98897 TYPE_SHORT_ASCII 255\n", + "16046 TYPE_SHORT_ASCII 255\n", + "... ... ...\n", + "322054 TYPE_SHORT_ASCII_INTERNED 0\n", + "176399 TYPE_SHORT_ASCII_INTERNED 0\n", + "423477 TYPE_SHORT_ASCII_INTERNED 0\n", + "415785 TYPE_SHORT_ASCII_INTERNED 0\n", + "114644 TYPE_SHORT_ASCII_INTERNED 0\n", + "\n", + "[102667 rows x 2 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "short_ascii.sort_values(by=\"value\", ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
type
TYPE_SHORT_ASCII255
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" + ], + "text/plain": [ + " value\n", + "type \n", + "TYPE_SHORT_ASCII 255\n", + "TYPE_SHORT_ASCII_INTERNED 63" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "short_ascii.groupby(\"type\").max()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
count30899.000000
mean33.053821
std40.279772
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" + ], + "text/plain": [ + " value\n", + "count 30899.000000\n", + "mean 33.053821\n", + "std 40.279772\n", + "min 1.000000\n", + "0% 1.000000\n", + "10% 5.000000\n", + "20% 9.000000\n", + "30% 14.000000\n", + "40% 18.000000\n", + "50% 22.000000\n", + "60% 26.000000\n", + "70% 32.000000\n", + "80% 42.000000\n", + "90% 65.000000\n", + "max 255.000000" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "short_ascii[short_ascii.type == \"TYPE_SHORT_ASCII\"].describe(percentiles=PERCENTILES)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`TYPE_SHORT_ASCII` uses whole byte in some cases but `TYPE_SHORT_ASCII_INTERNED` doesn't -- the longest interned ASCII string is 63 bytes long and we need at least six bits to store this value so we are not able to combine it with anything else (like the TYPE byte).\n", + "\n", + "## TYPE_INT\n", + "\n", + "`TYPE_INT` uses four bytes." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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typevalue
20TYPE_INT16
21TYPE_INT0
22TYPE_INT131072
23TYPE_INT262144
24TYPE_INT524288
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" + ], + "text/plain": [ + " type value\n", + "20 TYPE_INT 16\n", + "21 TYPE_INT 0\n", + "22 TYPE_INT 131072\n", + "23 TYPE_INT 262144\n", + "24 TYPE_INT 524288" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int = stats[stats.type == \"TYPE_INT\"]\n", + "int.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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typevalue
181215TYPE_INT4294967295
37705TYPE_INT4294967295
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.........
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\n", + "

5748 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " type value\n", + "181215 TYPE_INT 4294967295\n", + "37705 TYPE_INT 4294967295\n", + "438447 TYPE_INT 4294967295\n", + "27012 TYPE_INT 4294967295\n", + "352465 TYPE_INT 4294967295\n", + "... ... ...\n", + "256026 TYPE_INT 0\n", + "101296 TYPE_INT 0\n", + "299599 TYPE_INT 0\n", + "101127 TYPE_INT 0\n", + "192365 TYPE_INT 0\n", + "\n", + "[5748 rows x 2 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int.sort_values(by=\"value\", ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
count5.748000e+03
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std9.926335e+08
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30%9.000000e+00
40%4.000000e+01
50%1.210000e+02
60%2.560000e+02
70%1.103900e+03
80%1.010660e+04
90%1.204533e+05
max4.294967e+09
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" + ], + "text/plain": [ + " value\n", + "count 5.748000e+03\n", + "mean 2.483666e+08\n", + "std 9.926335e+08\n", + "min 0.000000e+00\n", + "0% 0.000000e+00\n", + "10% 1.000000e+00\n", + "20% 2.000000e+00\n", + "30% 9.000000e+00\n", + "40% 4.000000e+01\n", + "50% 1.210000e+02\n", + "60% 2.560000e+02\n", + "70% 1.103900e+03\n", + "80% 1.010660e+04\n", + "90% 1.204533e+05\n", + "max 4.294967e+09" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int.describe(percentiles=PERCENTILES)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The biggest number for 32 bits is 4294967295 which is exactly what we have in `TYPE_INT`. For other cases, we have `TYPE_LONG`.\n", + "\n", + "## TYPE_CODE\n", + "\n", + "Every code objects starts with a few integers: `argcount`, `posonlyargcount`, `kwonlyargcount`, `nlocals`, `stacksize`, `flags` and we have four bytes for each of them. Let's see what is the biggest number stored among them." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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typevalue
0TYPE_CODE_argcount0
1TYPE_CODE_posonlyargcount0
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" + ], + "text/plain": [ + " type value\n", + "0 TYPE_CODE_argcount 0\n", + "1 TYPE_CODE_posonlyargcount 0\n", + "2 TYPE_CODE_kwonlyargcount 0\n", + "3 TYPE_CODE_nlocals 0\n", + "4 TYPE_CODE_stacksize 4" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "code = stats[stats.type.str.startswith(\"TYPE_CODE\")]\n", + "code.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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typevalue
346315TYPE_CODE_stacksize2232
20889TYPE_CODE_stacksize687
21713TYPE_CODE_stacksize687
190999TYPE_CODE_stacksize651
105557TYPE_CODE_stacksize589
.........
171766TYPE_CODE_kwonlyargcount0
341564TYPE_CODE_argcount0
341565TYPE_CODE_posonlyargcount0
341566TYPE_CODE_kwonlyargcount0
0TYPE_CODE_argcount0
\n", + "

98610 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " type value\n", + "346315 TYPE_CODE_stacksize 2232\n", + "20889 TYPE_CODE_stacksize 687\n", + "21713 TYPE_CODE_stacksize 687\n", + "190999 TYPE_CODE_stacksize 651\n", + "105557 TYPE_CODE_stacksize 589\n", + "... ... ...\n", + "171766 TYPE_CODE_kwonlyargcount 0\n", + "341564 TYPE_CODE_argcount 0\n", + "341565 TYPE_CODE_posonlyargcount 0\n", + "341566 TYPE_CODE_kwonlyargcount 0\n", + "0 TYPE_CODE_argcount 0\n", + "\n", + "[98610 rows x 2 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "code.sort_values(by=\"value\", ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The highest value there is 2232 for the stack size of one code object -- this can fit in just two bytes. Let's see the highest values for all of those variables." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
type
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TYPE_CODE_flags579
TYPE_CODE_kwonlyargcount10
TYPE_CODE_nlocals47
TYPE_CODE_posonlyargcount4
TYPE_CODE_stacksize2232
\n", + "
" + ], + "text/plain": [ + " value\n", + "type \n", + "TYPE_CODE_argcount 23\n", + "TYPE_CODE_flags 579\n", + "TYPE_CODE_kwonlyargcount 10\n", + "TYPE_CODE_nlocals 47\n", + "TYPE_CODE_posonlyargcount 4\n", + "TYPE_CODE_stacksize 2232" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "code.groupby(\"type\").max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It might be possible to store 4 out of 6 values in one byte and the rest in two bytes but let's say we would use 2 bytes for all of them for consistency.\n", + "\n", + "Then we would be able to save: 2 bytes x 6 variables x 15886 code objects = 190 632 bytes" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/stats/statistics.csv b/stats/statistics.csv new file mode 100644 index 0000000..783f0a6 --- /dev/null +++ b/stats/statistics.csv @@ -0,0 +1,481044 @@ +TYPE_CODE_argcount,0 +TYPE_CODE_posonlyargcount,0 +TYPE_CODE_kwonlyargcount,0 +TYPE_CODE_nlocals,0 +TYPE_CODE_stacksize,4 +TYPE_CODE_flags,64 +TYPE_TEXT,200 +TYPE_TEXT,1638 +TYPE_SHORT_ASCII_INTERNED,13 +TYPE_SHORT_ASCII_INTERNED,10 +TYPE_SHORT_ASCII_INTERNED,8 +TYPE_SHORT_ASCII_INTERNED,15 +TYPE_SHORT_ASCII_INTERNED,14 +TYPE_SHORT_ASCII_INTERNED,14 +TYPE_SHORT_ASCII_INTERNED,16 +TYPE_SHORT_ASCII_INTERNED,14 +TYPE_SHORT_ASCII_INTERNED,14 +TYPE_SHORT_ASCII_INTERNED,11 +TYPE_SMALL_TUPLE,10 +TYPE_SHORT_ASCII_INTERNED,17 +TYPE_INT,16 +TYPE_INT,0 +TYPE_INT,131072 +TYPE_INT,262144 +TYPE_INT,524288 +TYPE_INT,1048576 +TYPE_INT,2097152 +TYPE_INT,4194304 +TYPE_INT,8388608 +TYPE_INT,16777216 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+TYPE_REF,3 +TYPE_REF,4 +TYPE_SHORT_ASCII_INTERNED,0 +TYPE_REF,6 +TYPE_REF,7 +TYPE_SHORT_ASCII_INTERNED,5 +TYPE_REF,98 +TYPE_REF,99 +TYPE_SHORT_ASCII_INTERNED,9 +TYPE_REF,12 +TYPE_REF,13 +TYPE_REF,76 +TYPE_REF,89 +TYPE_REF,91 +TYPE_REF,156 +TYPE_REF,157 +TYPE_REF,164 +TYPE_REF,118 +TYPE_REF,181 +TYPE_REF,190 +TYPE_SMALL_TUPLE,27 +TYPE_REF,10 +TYPE_REF,10 +TYPE_REF,10 +TYPE_REF,11 +TYPE_SHORT_ASCII_INTERNED,8 +TYPE_TEXT,46 + diff --git a/stats/types.csv b/stats/types.csv new file mode 100644 index 0000000..27318af --- /dev/null +++ b/stats/types.csv @@ -0,0 +1,18 @@ +TYPE_REF,194445 +TYPE_SHORT_ASCII_INTERNED,71768 +TYPE_SMALL_TUPLE,42742 +TYPE_STRING,32805 +TYPE_SHORT_ASCII,30899 +TYPE_CODE,15886 +TYPE_NONE,12532 +TYPE_INT,5748 +TYPE_ASCII,1820 +TYPE_UNICODE,1658 +TYPE_FALSE,1552 +TYPE_TRUE,1437 +TYPE_BINARY_FLOAT,178 +TYPE_FROZENSET,57 +TYPE_LONG,50 +TYPE_TUPLE,16 +TYPE_ELLIPSIS,10 +TYPE_BINARY_COMPLEX,1 diff --git a/stats/types.list b/stats/types.list new file mode 100644 index 0000000..debd9b9 --- /dev/null +++ b/stats/types.list @@ -0,0 +1,413604 @@ +TYPE_STRING +TYPE_SMALL_TUPLE +TYPE_ASCII +TYPE_SMALL_TUPLE +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_INT +TYPE_CODE +TYPE_STRING +TYPE_SMALL_TUPLE +TYPE_SHORT_ASCII_INTERNED +TYPE_CODE +TYPE_STRING +TYPE_SMALL_TUPLE +TYPE_NONE +TYPE_SMALL_TUPLE +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SMALL_TUPLE +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_SHORT_ASCII_INTERNED +TYPE_REF +TYPE_SMALL_TUPLE +TYPE_REF +TYPE_SHORT_ASCII +TYPE_SHORT_ASCII_INTERNED +TYPE_STRING +TYPE_SHORT_ASCII +TYPE_CODE +TYPE_STRING 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